{"id":25452340,"url":"https://github.com/raphaelsenn/playervectors-ai","last_synced_at":"2025-05-16T12:13:43.076Z","repository":{"id":277162724,"uuid":"931527906","full_name":"raphaelsenn/playervectors-ai","owner":"raphaelsenn","description":"Clustering and predicting PlayerVectors using Machine Learning and Deep Learning algorithms.","archived":false,"fork":false,"pushed_at":"2025-02-25T13:40:35.000Z","size":2357,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-25T14:39:56.074Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/raphaelsenn.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2025-02-12T12:35:31.000Z","updated_at":"2025-02-25T13:40:38.000Z","dependencies_parsed_at":"2025-02-12T13:57:30.549Z","dependency_job_id":"fc193201-9209-4994-9c2c-869656f70f36","html_url":"https://github.com/raphaelsenn/playervectors-ai","commit_stats":null,"previous_names":["raphaelsenn/playervectors-ai"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/raphaelsenn%2Fplayervectors-ai","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/raphaelsenn%2Fplayervectors-ai/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/raphaelsenn%2Fplayervectors-ai/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/raphaelsenn%2Fplayervectors-ai/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/raphaelsenn","download_url":"https://codeload.github.com/raphaelsenn/playervectors-ai/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":254527097,"owners_count":22085919,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2025-02-17T23:05:31.328Z","updated_at":"2025-05-16T12:13:43.071Z","avatar_url":"https://github.com/raphaelsenn.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# playervectors-ai\nClustering and predicting PlayerVectors using Machine Learning and Deep Learning algorithms.\n\n## Player Vectors\nPlayer Vectors summarise the playing styles of individual football players.\n\n#### Install Player Vectors\n\nI implemented the entire concept of Player Vectors.\nYou can install my **`Player Vector`** package via pip:\n\n```bash\npip install playervectors\n```\n\n## Cluster Player Vectors using t-SNE\n\n![image](res/playervector_cluster_tsne.png)\n\n\n## Predicting Player positions using Player Vectors\n\nUsed Classification Models:\n\n* K Nearest Neighbour Classifier\n* Suppor-Vector Classifier\n* Decission Tree Classifier\n* Random Forest Classifier\n* Gradient Boosted Decission Tree Classifier\n* Multilayer Perceptron\n\n### Accurcay scores\n![image](res/clf_accuracy.png)\n\n### Confusion matrices of classifiers\n![image](res/clf_confusion_matrix.png)\n\n## Citations\n\n```bibtex\n@article{ecmlpkdd2019,\n  title     = {Player Vectors: Characterizing Soccer Players’\nPlaying Style from Match Event Streams},\n  author    = {Tom Decroos, Jesse Davis},\n  journal   = {ecmlpkdd2019},\n  year      = {2019},\n}\n```","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fraphaelsenn%2Fplayervectors-ai","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fraphaelsenn%2Fplayervectors-ai","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fraphaelsenn%2Fplayervectors-ai/lists"}